Does Pass Rate Tell the Whole Story? Evaluating Design Constraint Compliance in LLM-based Issue Resolution

1. 1Identify project-specific design constraints beyond test coverage
2. 2Encode design constraints explicitly in code or documentation
3. 3Develop evaluation metrics that incorporate design constraint compliance
4. 4Assess LLM-based issue resolution performance using the new metrics

Software engineers and AI researchers on a team benefit from understanding the limitations of pass rates in evaluating LLM-based issue resolution, as it impacts the quality and maintainability of the code

💡 Pass rates alone are insufficient to evaluate LLM-based issue resolution, as they may not capture compliance with project-specific design constraints

🚨 Pass rates don't tell the whole story in LLM-based issue resolution! 🤖